連合学習

Beyond Inferring Class Representatives: User-Level Privacy Leakage From Federated Learning

Authors: Zhibo Wang, Mengkai Song, Zhifei Zhang, Yang Song, Qian Wang, Hairong Qi | Published: 2018-12-03 | Updated: 2018-12-05
差分プライバシー
連合学習

Analyzing Federated Learning through an Adversarial Lens

Authors: Arjun Nitin Bhagoji, Supriyo Chakraborty, Prateek Mittal, Seraphin Calo | Published: 2018-11-29 | Updated: 2019-11-25
ポイズニング
連合学習
重み更新手法

Joint Service Pricing and Cooperative Relay Communication for Federated Learning

Authors: Shaohan Feng, Dusit Niyato, Ping Wang, Dong In Kim, Ying-Chang Liang | Published: 2018-11-29
データ収集
最適化問題
連合学習

Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning

Authors: Muhammad Shayan, Clement Fung, Chris J. M. Yoon, Ivan Beschastnikh | Published: 2018-11-24 | Updated: 2019-12-12
ポイズニング攻撃
差分プライバシー
連合学習

Improving the Privacy and Accuracy of ADMM-Based Distributed Algorithms

Authors: Xueru Zhang, Mohammad Mahdi Khalili, Mingyan Liu | Published: 2018-06-06
プライバシー保護手法
モデルの頑健性保証
連合学習

Differentially Private Federated Learning: A Client Level Perspective

Authors: Robin C. Geyer, Tassilo Klein, Moin Nabi | Published: 2017-12-20 | Updated: 2018-03-01
クライアントサイドコンポーネント
プライバシー保護
連合学習